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The significant computational demands of pretrained language models (PLMs), which often require dedicated hardware, present a substantial challenge in serving them efficiently, especially in multi-tenant environments. To address this, we…

Machine Learning · Computer Science 2025-04-25 Jun Zhang , Jue Wang , Huan Li , Lidan Shou , Ke Chen , Gang Chen , Qin Xie , Guiming Xie , Xuejian Gong

Co-location and memory sharing between latency-critical services, such as key-value store and web search, and best-effort batch jobs is an appealing approach to improving memory utilization in multi-tenant datacenter systems. However, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-08 Aidi Pi , Junxian Zhao , Shaoqi Wang , Xiaobo Zhou

In mobile edge computing (MEC) systems, edge service caching refers to pre-storing the necessary programs for executing computation tasks at MEC servers. At resource-constrained edge servers, service caching placement is in general a…

Networking and Internet Architecture · Computer Science 2020-04-15 Suzhi Bi , Liang Huang , Ying-Jun Angela Zhang

Common implementations of core memory allocation components, like the Linux buddy system, handle concurrent allocation/release requests by synchronizing threads via spin-locks. This approach is clearly not prone to scale with large thread…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-22 Romolo Marotta , Mauro Ianni , Alessandro Pellegrini , Andrea Scarselli , Francesco Quaglia

The Compute Express Link (CXL) technology facilitates the extension of CPU memory through byte-addressable SerDes links and cascaded switches, creating complex heterogeneous memory systems where CPU access to various endpoints differs in…

Hardware Architecture · Computer Science 2025-11-06 Yiqi Chen , Xiping Dong , Zhe Zhou , Zhao Wang , Jie Zhang , Guangyu Sun

Task offloading in three-layer fog computing environments presents a critical challenge due to user equipment (UE) mobility, which frequently triggers costly service migrations and degrades overall system performance. This paper addresses…

Hardware Architecture · Computer Science 2025-07-17 Soheil Mahdizadeh , Elyas Oustad , Mohsen Ansari

Peer-to-peer swarming protocols have been proven to be very efficient for content replication over Internet. This fact has certainly motivated proposals to adapt these protocols to meet the requirements of on-demand streaming system. The…

Networking and Internet Architecture · Computer Science 2013-10-09 Marcus V. M. Rocha , Carlo Kleber da S. Rodrigues

Lightweight containers provide an efficient approach for deploying computation-intensive applications in network edge. The layered storage structure of container images can further reduce the deployment cost and container startup time.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-05 Zhiqing Tang , Wentao Peng , Jianxiong Guo , Jiong Lou , Hanshuai Cui , Tian Wang , Yuan Wu , Weijia Jia

Mobile micro-cloud is an emerging technology in distributed computing, which is aimed at providing seamless computing/data access to the edge of the network when a centralized service may suffer from poor connectivity and long latency.…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-03-18 Shiqiang Wang , Rahul Urgaonkar , Ting He , Murtaza Zafer , Kevin Chan , Kin K. Leung

Multilingual machine translation has recently been in vogue given its potential for improving machine translation performance for low-resource languages via transfer learning. Empirical examinations demonstrating the success of existing…

Computation and Language · Computer Science 2020-05-13 Ion Madrazo Azpiazu , Maria Soledad Pera

Web browsing is an activity that billions of mobile users perform on a daily basis. Battery life is a primary concern to many mobile users who often find their phone has died at most inconvenient times. The heterogeneous multi-core…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-11 Jie Ren , Ling Gao , Hai Wang , Zheng Wang

When handling large datasets that exceed the capacity of the main memory, movement of data between main memory and external memory (disk), rather than actual (CPU) computation time, is often the bottleneck in the computation. Since data is…

Data Structures and Algorithms · Computer Science 2017-10-30 Lars Arge , Mathias Rav , Svend C. Svendsen , Jakob Truelsen

Driven by the increasing demand for low-latency and real-time processing, machine learning applications are steadily migrating toward edge computing platforms, where Field-Programmable Gate Arrays (FPGAs) are widely adopted for their energy…

Hardware Architecture · Computer Science 2026-02-13 Jiahong Bi , Lars Schütze , Jeronimo Castrillon

To keep up with constantly growing user demands for services with higher quality and bandwidth requirements, telecommunication operators are forced to upgrade their networks. This upgrade, or migration of the network to a new technology, is…

Networking and Internet Architecture · Computer Science 2020-03-30 Sai Kireet Patri , Elena Grigoreva , Wolfgang Kellerer , Carmen Mas Machuca

Serverless computing eliminates infrastructure management overhead but introduces significant challenges regarding cold start latency and resource utilization. Traditional static resource allocation often leads to inefficiencies under…

Artificial Intelligence · Computer Science 2026-04-08 Zeyu Wang , Cuiqianhe Du , Renyue Zhang , Kejian Tong , Qi He , Qiyuan Tian

Network management on multi-tenant container-based data centers has critical impact on performance. Tenants encapsulate applications in containers abstracting away details on hosting infrastructures, and entrust data centers management…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-18 Leonardo R. Rodrigues , Marcelo Pasin , Omir C. Alves , Charles C. Miers , Mauricio A. Pillon , Pascal Felber , Guilherme P. Koslovski

Conventionally, network migration models study competition between emerging and incumbent technologies by considering the resulting increase in revenue and associated cost of migration. We propose to advance the science in the existing…

Networking and Internet Architecture · Computer Science 2014-01-10 Tamal Das , Marek Drogon , Admela Jukan , Marco Hoffmann

The latest trends in high-performance computing systems show an increasing demand on the use of a large scale multicore systems in a efficient way, so that high compute-intensive applications can be executed reasonably well. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-02-25 Juliana M. N. Silva , Cristina Boeres , Lúcia M. A. Drummond , Artur A. Pessoa

Machine learning (ML) has entered the mobile era where an enormous number of ML models are deployed on edge devices. However, running common ML models on edge devices continuously may generate excessive heat from the computation, forcing…

Machine Learning · Computer Science 2022-07-11 Yang Zhou , Feng Liang , Ting-wu Chin , Diana Marculescu

Temporal action recognition always depends on temporal action proposal generation to hypothesize actions and algorithms usually need to process very long video sequences and output the starting and ending times of each potential action in…

Computer Vision and Pattern Recognition · Computer Science 2022-03-21 Tian Wang , Shiye Lei , Youyou Jiang , Choi Chang , Hichem Snoussi , Guangcun Shan
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